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Control of Nonlinear Systems with Reach-Avoid-Stay Specifications: A Lyapunov-Barrier Approach with an Application to the Moore-Greizer Model

2021· article· en· W3183183520 on OpenAlex

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affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.
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Bibliographic record

Venuenot available
Typearticle
Languageen
FieldEngineering
TopicAdvanced Control Systems Optimization
Canadian institutionsUniversity of Waterloo
FundersNatural Sciences and Engineering Research Council of Canada
KeywordsLyapunov functionLyapunov redesignComputer scienceControl theory (sociology)Nonlinear controlState spaceLyapunov equationFormal methodsNonlinear systemLyapunov optimizationMathematical optimizationController (irrigation)MathematicsControl (management)

Abstract

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The study of control synthesis for reach-avoid-stay objectives for nonlinear systems has received considerable interest in recent years. Such objectives can be naturally treated as a formal specification and effectively handled by formal methods. While formal methods often rely on constructing a finite-state approximation and developing algorithms to capture the winning set (a set of initial states from which a controller exists to realize the given task), Lyapunov methods can characterize stability and safety properties without having to discretize the state space. Inspired by recent work on converse Lyapunov-barrier theorems, we propose control Lyapunov-barrier functions to provide sufficient conditions for control synthesis with reach-avoid-stay specifications. A comparison between the proposed Lyapunov method and formal methods based on a fixed-point algorithm is illustrated by an application to enhancing the performance of jet engine compressors, which is based on a reduced Moore-Greitzer nonlinear ODE model. We apply a quadratic programming (QP) framework to reactively synthesize controllers in the case study.

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Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Simulation or modeling · Consensus signal: Simulation or modeling
GenreCandidate signal: Methods · Consensus signal: none
Teacher disagreement score0.850
Threshold uncertainty score0.594

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.012
GPT teacher head0.202
Teacher spread0.190 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

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Citations12
Published2021
Admission routes2
Has abstractyes

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